Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Provider network, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25024	PRV	Sharon A Little	—	—	—	8702 Pine Dr, Houston, TX, 77080	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-27035	PRV	Ronald Stone	1948-08-28	UHC-20959-12	—	643 Forest Ave, Glendale, AZ, 85359	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-26619	PRV	Chhristian Little	1980-06-27	—	5233967937	5811 Church St # 309, Orlando, FL, 32888	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
PRV-27524	PRV	Jason Rose	1967-10-22	—	—	4069 Pine Dr, Mesa, AZ, 85230	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-29508	PRV	Lisa Cark	2002-09-26	UHC-57585-76	4693997787	3910 Palm Dr, Columbus, OH, 43285	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22871	PRV	Olivia Bradley	1969-04-23	—	7374687565	3185 Apache Blvd, Las Vegas, NV, 89116	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26279	PRV	Anthony Parker	1987-01-26	UHC-91210-46	—	6120 River Rd, Denver, CO, 80262	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
PRV-20603	PRV	Christina Perez	2000-01-20	UHC-96033-78	4557544897	9108 Meadow Ln, Gilbert, AZ, 85255	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-27079	PRV	Carlos Howard	1963-11-24	—	3115193041	5732 Desert Sky Blvd, Chandler, AZ, 85231	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
PRV-22121	PRV	Beverly Bennett	1977-03-21	—	5639347126	8135 Mountain View Dr, Nashville, TN, 37243	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21222	PRV	Jacqueline Jimenez	1950-09-07	UHC-16993-83	—	7066 Highland Ave Apt 4, Orlando, FL, 32875	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-20620	PRV	Anthony Gray	1947-05-21	—	4984169169	3721 Park Pl, Miami, FL, 33102	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27181	PRV	Valentina King	1989-03-28	—	4093845909	8497 Palm Dr, Orlando, FL, 32882	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26765	PRV	Hannah P Ramos	1989-05-18	—	—	6381 Desert Sky Blvd, Dallas, TX, 75207	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-27448	PRV	Sarah T Prker	1990-02-23	—	2538286454	7418 Forest Ave, Denver, CO, 80280	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
PRV-20648	PRV	—Junk	1963-12-16	—	9434918669	6990 Sunset Blvd, Dallas, TX, 75285	0.66	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared+1 more
PRV-26920	PRV	Yuki Harris	1950-10-26	UHC-23626-39	—	3874 Sage Ct, Austin, TX, 78720	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-20014	PRV	Olivia H Mejia	1996-01-27	—	—	1802 Forest Ave, Atlanta, GA, 30389	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27301	PRV	John Sanders	1938-09-06	—	3628479163	1497 Broadway, Tempe, AZ, 85230	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
PRV-25491	PRV	Megan Washington	1972-11-17	UHC-86025-95	3808779671	2946 Maple Ave Apt 23, Nashville, TN, 37276	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22702	PRV	Nikholas Gomez	1968-02-09	—	4793730345	5772 Mesa Dr, Phoenix, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-24669	PRV	Russell Harrison	1950-08-14	UHC-05513-68	9875500866	460 Palm Dr, Dallas, TX, 75239	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20284	PRV	Donna Sanchez	1979-09-22	—	—	2472 Harbor Blvd, Scottsdale, AZ, 85225	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-23827	PRV	Christine Carter	1939-10-14	UHC-65972-85	4859587300	4747 Mountain View Dr, Scottsdale, AZ, 85229	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24732	PRV	Juan Butler	1952-03-08	UHC-52359-45	—	4309 Willow Ct, Plano, TX, 75031	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22933	PRV	BJunk	1982-11-25	UHC-14257-05	8889851041	5562 Indian School Rd, Denver, CO, 80254	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared+1 more
PRV-27685	PRV	Jean Campbell	1944-11-22	—	7872370494	3206 Sage Ct, Dallas, TX, 75214	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24254	PRV	Ethan G Ramirez	1970-07-10	UHC-26954-75	8766445604	5724 Mountain View Dr, Tucson, AZ, 85711	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22967	PRV	Paul Bryant	1941-11-16	UHC-60881-82	2903752486	2302 Sage Ct, Los Angeles, CA, 90001	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21237	PRV	Yuki Carter	1955-09-25	UHC-07808-75	5249797747	4834 Central Ave, San Diego, CA, 92122	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27679	PRV	Valentina H Reed	1942-04-11	—	—	5582 Maple Ave, San Diego, CA, 92117	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22243	PRV	Hannah Clark	1981-05-15	—	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-28361	PRV	Evelyn Lucas	1955-07-07	UHC-92805-27	2587587018	6833 Desert Sky Blvd, Los Angeles, CA, 90010	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
PRV-28693	PRV	Gerald Wood	—	—	5035742089	5108 Maple Ave, Las Vegas, NV, 89180	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21185	PRV	Janice Clark	1988-06-25	UHC-78491-23	5189904977	2719 River Rd, Orlando, FL, 32817	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21436	PRV	Natalie Hciks	2004-09-04	—	6384444698	4341 Lake View Rd, Plano, TX, 75040	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23428	PRV	Keith Mills	1969-12-07	—	8646607825	278 Hillcrest Rd # 759, Seattle, WA, 98106	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21840	PRV	Emily Cruz	2006-02-24	—	7376475456	9514 Spring St, Mesa, AZ, 85245	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-26797	PRV	Gerald Harris	1993-09-04	UHC-40919-46	—	5549 Market St, Las Vegas, NV, 89128	0.66	Date of birth reformatted State code upper-cased ZIP+4 trimmed Gender normalised+1 more
PRV-21038	PRV	Dennis Gardner	1975-09-27	UHC-28962-20	—	9046 Mountain View Dr, Austin, TX, 78744	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-28292	PRV	Cynthia T Lawrence	1954-02-02	—	—	8533 Harbor Blvd, Denver, CO, 80256	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21362	PRV	Sean O Turner	1965-02-11	UHC-59643-97	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27415	PRV	David Nguyen	1992-12-28	—	5965836704	7691 Washington St Apt 5, Jacksonville, FL, 32288	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21712	PRV	Kelly P Aguilar	1938-11-04	UHC-52255-77	2432705425	5312 Ridge Rd, San Antonio, TX, 78246	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26521	PRV	James Williams	1985-08-22	—	9468850124	1733 Canyon Rd, Minneapolis, MN, 55431	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-20489	PRV	Lucia Perkins	1968-10-09	UHC-64440-21	6769825008	9799 Washington St, Denver, CO	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22418	PRV	Priya Z Clark	1940-07-26	—	7576815457	2277 Bayshore Dr, Plano, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-25639	PRV	Jesse Wallace	2005-06-01	—	4907174293	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-20647	PRV	Julie Hansen	1973-09-25	UHC-11629-44	4145977826	667 Oak St, Eden Prairie, MN, 55336	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25424	PRV	Nicole B Kim	1945-01-20	UHC-08143-43	2258863384	9473 Jefferson Ave # 868, Glendale, AZ, 85350	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more

9,344 rows, page 61 of 187Previous Next